{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Approximating a Reflection Map"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "In this tutorial we show how to painlessly train a neural ODE for approximating the **reflection map** \n",
    "\n",
    "$$\n",
    "    y = -x\n",
    "$$\n",
    "\n",
    "This tutorial also serves as a warning on limitations of *vanilla* ODE models which should always be considered when designing your task-specific architecture.\\\n",
    "In fact, vanilla Neural ODEs cannot approximate (in 1D) functions which requires the flows to cross, e.g. the reflection map $y=-x$ as they would break the uniqueness of solutions (and thus the determinism). As we show later, one way to overcome this issue is to employ **data-controlled** models."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "import sys\n",
    "sys.path.append('../')\n",
    "from torchdyn.models import *; from torchdyn import *"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**Data**"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The dataset contains pairs of `(-1, 1)` and `(1, -1)`"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "import torch\n",
    "import torch.utils.data as data\n",
    "\n",
    "n_points = 100\n",
    "X = torch.linspace(-1,1, n_points).reshape(-1,1)\n",
    "y = -X\n",
    "\n",
    "device = torch.device(\"cuda:0\" if torch.cuda.is_available() else \"cpu\")\n",
    "X_train, y_train = torch.Tensor(X).to(device), torch.Tensor(y).to(device)\n",
    "\n",
    "bs = len(X)\n",
    "train = data.TensorDataset(X_train, y_train)\n",
    "trainloader = data.DataLoader(train, batch_size=bs, shuffle=False)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**Learner**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "import torch.nn as nn\n",
    "import pytorch_lightning as pl\n",
    "\n",
    "class Learner(pl.LightningModule):\n",
    "    def __init__(self, model:nn.Module, settings:dict={}):\n",
    "        super().__init__()\n",
    "        self.model = model\n",
    "    \n",
    "    def forward(self, x):\n",
    "        return self.model(x)\n",
    "    \n",
    "    def training_step(self, batch, batch_idx):\n",
    "        x, y = batch      \n",
    "        y_hat = self.model(x)   \n",
    "        loss = nn.MSELoss()(y_hat, y)\n",
    "        logs = {'train_loss': loss}\n",
    "        return {'loss': loss, 'log': logs}   \n",
    "    \n",
    "    def configure_optimizers(self):\n",
    "        return torch.optim.Adam(self.model.parameters(), lr=0.01)\n",
    "\n",
    "    def train_dataloader(self):\n",
    "        return trainloader"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Uncontrolled Neural ODE models"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We first consider the following neural ODE variants: `depth-invariant` and `depth-variant` (\"cat\"). As we expect, these models will not be able to approximate the reflection map."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "# vanilla depth-invariant\n",
    "func = nn.Sequential(\n",
    "        nn.Linear(1, 64),\n",
    "        nn.Tanh(),\n",
    "        nn.Linear(64,1)\n",
    "        )\n",
    "\n",
    "\n",
    "# vanilla depth-variant\n",
    "func_dv = nn.Sequential(DepthCat(1),\n",
    "        nn.Linear(2, 64),\n",
    "        nn.Tanh(),\n",
    "        nn.Linear(64,1)\n",
    "        )\n",
    "\n",
    "funcs = [func, func_dv]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "GPU available: True, used: True\n",
      "TPU available: False, using: 0 TPU cores\n",
      "CUDA_VISIBLE_DEVICES: [0]\n",
      "\n",
      "  | Name  | Type     | Params\n",
      "-----------------------------------\n",
      "0 | model | NeuralDE | 193   \n"
     ]
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     "name": "stdout",
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     "text": [
      "\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "GPU available: True, used: True\n",
      "TPU available: False, using: 0 TPU cores\n",
      "CUDA_VISIBLE_DEVICES: [0]\n",
      "\n",
      "  | Name  | Type     | Params\n",
      "-----------------------------------\n",
      "0 | model | NeuralDE | 257   \n"
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\n",
      "text/plain": [
       "<Figure size 864x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "\n",
    "plt.figure(figsize=(12,4))\n",
    "plot_settings = {'n_grid':30, 'x_span':[-1,1], 'device':device}\n",
    "\n",
    "for i, f in enumerate(funcs):\n",
    "    # define the model\n",
    "    model = NeuralDE(f, solver='dopri5').to(device)\n",
    "    # train the neural ODE\n",
    "    learn = Learner(model)\n",
    "    trainer = pl.Trainer(min_epochs=500, max_epochs=550, gpus=1)\n",
    "    trainer.fit(learn)\n",
    "    \n",
    "    # plot the learned flows\n",
    "    plt.subplot(1,2,1+i)\n",
    "    s_span = torch.linspace(0,1,100)\n",
    "    traj = model.trajectory(X_train, s_span).cpu().detach()\n",
    "    plot_traj_vf_1D(model, s_span, traj, n_grid=30, x_span=[-1,1], device=device);"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Controlled Neural ODE models\n",
    "\n",
    "Following the work in [Massaroli S., Poli M., et al., 2020](https://arxiv.org/abs/2002.08071), we can easily approximate the reflection map leveraging **data-controlled Neural ODEs**. Data-control allows the Neural ODE to learn a family of vector fields instead of a single one, via conditioning the vector field `f` with the initial condition `x`."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "# define the data-controlled model\n",
    "f = nn.Sequential(DataControl(),\n",
    "                  nn.Linear(2, 64),\n",
    "                  nn.Tanh(),\n",
    "                  nn.Linear(64,1)\n",
    ")\n",
    "\n",
    "model = NeuralDE(f, solver='dopri5').to(device)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "GPU available: True, used: True\n",
      "TPU available: False, using: 0 TPU cores\n",
      "CUDA_VISIBLE_DEVICES: [0]\n",
      "\n",
      "  | Name  | Type     | Params\n",
      "-----------------------------------\n",
      "0 | model | NeuralDE | 257   \n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "63979a6bff5444bbafc6b64497f600f7",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "HBox(children=(FloatProgress(value=1.0, bar_style='info', description='Training', layout=Layout(flex='2'), max…"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "1"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# train the neural ODE\n",
    "learn = Learner(model)\n",
    "trainer = pl.Trainer(min_epochs=200, max_epochs=250, gpus=1)\n",
    "trainer.fit(learn)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**Plots**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "# evaluate the trajectories of each data point\n",
    "s_span = torch.linspace(0,1,100)\n",
    "traj = model.trajectory(X_train, s_span).cpu().detach()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'Depth-Trajectories of Controlled Neural ODEs')"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x216 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# plot the depth evolution of the data\n",
    "fig = plt.figure(figsize=(6,3))\n",
    "ax = fig.add_subplot(111)\n",
    "ax.plot(s_span, traj[:,::5,0], color='blue', alpha=.3);\n",
    "ax.set_xlabel(r\"$s$ [Depth]\")\n",
    "ax.set_ylabel(r\"$z(s)$ [State]\")\n",
    "ax.set_title(r\"Depth-Trajectories of Controlled Neural ODEs\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x576 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# plot the evolution of the data in the s-x-h space\n",
    "from mpl_toolkits.mplot3d import Axes3D\n",
    "\n",
    "n_grid=30\n",
    "x_span=[-1,1]\n",
    "fig = plt.figure(figsize=(8,8))\n",
    "ax = fig.add_subplot(111, projection='3d')\n",
    "\n",
    "ss = torch.linspace(s_span[0], s_span[-1], n_grid)\n",
    "xx = torch.linspace(x_span[0], x_span[-1], n_grid)\n",
    "S, X = torch.meshgrid(ss,xx)\n",
    "u_traj = traj[0,:,0].repeat(traj.shape[1],1)\n",
    "e = torch.abs(y.T - traj[:,:,0])\n",
    "color = plt.cm.inferno(e)\n",
    "for i in range(traj.shape[1]):\n",
    "    tr = ax.scatter(s_span, u_traj[:,i], traj[:,i,0],\n",
    "                c=color[:,i],alpha=1, cmap=color[:,i],zdir='z')\n",
    "norm = mpl.colors.Normalize(e.min(),e.max())\n",
    "plt.colorbar(mpl.cm.ScalarMappable(norm=norm, cmap='inferno'),\n",
    "     label='Approximation Error', orientation='horizontal')\n",
    "ax.set_xlabel(r\"$s$ [depth]\");\n",
    "ax.set_ylabel(r\"$x$\");\n",
    "ax.set_zlabel(r\"$z(s)$\");\n",
    "ax.xaxis._axinfo[\"grid\"]['color'] =  (1,1,1,0)\n",
    "ax.yaxis._axinfo[\"grid\"]['color'] =  (1,1,1,0)\n",
    "ax.zaxis._axinfo[\"grid\"]['color'] =  (1,1,1,0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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